Jaebyeong Jeon

I am a Ph.D. student at Machine Learning Lab. @ Yonsei Univ., advised by Kibok Lee.
My research focuses on machine learning and computer vision, particularly representation learning and model adaptation in deep neural networks. Recently, I have been exploring continual learning for large language models (LLMs).

Research Topics

(Equivariant) Self-Supervised Learning
Calibration for Vision-Language Model
Test-Time Adaptation for Time Series Forecasting

Education

Ph.D. in Statistics and Data Science
Yonsei University
Advisor: Kibok Lee
Mar 2024 – Now
BS. in Applied Statistics
Yonsei University
GPA: 4.21/4.3
Rank: 1/54
Mar 2022 – Feb 2024

Publications

Improving Calibration in Test-Time Prompt Tuning for Vision-Language Models via Data-Free Flatness-Aware Prompt Pretraining
Hyeonseo Jang, Jaebyeong Jeon, Joong-Won Hwang, Kibok Lee
In CVPR, 2026. [arXiv:2604.27715]
Soft Task-Aware Routing of Experts for Equivariant Representation Learning
Jaebyeong Jeon, Hyeonseo Jang, Jy-yong Sohn, Kibok Lee
In NeurIPS, 2025. [arXiv:2510.27222]

Academic Service

Conference Reviewer
CVPR, ECCV, NeurIPS (2026)